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Methods
827 machine learning components
A free and open resource that the community can edit and
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General
Regularization
35 methods
8350 papers with code
Stochastic Optimization
32 methods
3821 papers with code
Attention
32 methods
4711 papers with code
Activation Functions
30 methods
12027 papers with code
Normalization
29 methods
5091 papers with code
See all 52 categories
Computer Vision
Convolutional Neural Networks
87 methods
2450 papers with code
Image Model Blocks
72 methods
3005 papers with code
Generative Models
54 methods
3731 papers with code
Object Detection Models
34 methods
833 papers with code
Image Feature Extractors
27 methods
52 papers with code
See all 42 categories
Natural Language Processing
Language Models
33 methods
1305 papers with code
Transformers
26 methods
2636 papers with code
Word Embeddings
10 methods
440 papers with code
Attention Patterns
6 methods
11 papers with code
Synthesized Attention Mechanisms
4 methods
4 papers with code
See all 16 categories
Reinforcement Learning
Policy Gradient Methods
20 methods
373 papers with code
Off-Policy TD Control
14 methods
628 papers with code
Q-Learning Networks
9 methods
217 papers with code
On-Policy TD Control
5 methods
27 papers with code
Eligibility Traces
4 methods
11 papers with code
See all 14 categories
Audio
Generative Audio Models
8 methods
132 papers with code
Audio Model Blocks
8 methods
35 papers with code
Text-to-Speech Models
7 methods
38 papers with code
Speech Synthesis Blocks
1 method
20 papers with code
Audio Artifact Removal
1 method
6 papers with code
See all 6 categories
Sequential
Recurrent Neural Networks
26 methods
3036 papers with code
Sequence To Sequence Models
11 methods
361 papers with code
Temporal Convolutions
4 methods
110 papers with code
Bidirectional Recurrent Neural Networks
3 methods
339 papers with code
Generative Sequence Models
1 method
1 papers with code
See all 6 categories
Graphs
Graph Embeddings
16 methods
1386 papers with code
Graph Models
3 methods
272 papers with code